KMS Of Academy of mathematics and systems sciences, CAS
Stability and passivity analysis for uncertain discrete-time neural networks with time-varying delay | |
Shu, Yanjun1; Liu, Xinge1; Liu, Yajuan2 | |
2016-01-15 | |
发表期刊 | NEUROCOMPUTING
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ISSN | 0925-2312 |
卷号 | 173页码:1706-1714 |
摘要 | In this paper, the problem of stability and passivity analysis for uncertain discrete-time neural networks with time-varying delay is investigated. By constructing a new Lyapunov-Krasovskii functional and employing a novel summation inequality which is a discrete-time counterpart of the Wirtinger-based integral inequality, a less conservative robust stability criterion is derived in terms of linear matrix inequalities. Furthermore, a new sufficient condition is established to assure the considered neural networks to be passive. Several numerical examples are provided to demonstrate the effectiveness of the proposed method. (C) 2015 Elsevier B.V. All rights reserved. |
关键词 | Discrete-time neural networks Time-varying delay Stability Passivity Summation inequality |
DOI | 10.1016/j.neucom.2015.09.043 |
语种 | 英语 |
资助项目 | National Nature Science Foundation of China[61271355] ; National Nature Science Foundation of China[61375063] ; Zhong Nan Da Xue Foundation[2015JGB21] |
WOS研究方向 | Computer Science |
WOS类目 | Computer Science, Artificial Intelligence |
WOS记录号 | WOS:000366879800122 |
出版者 | ELSEVIER SCIENCE BV |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.amss.ac.cn/handle/2S8OKBNM/21574 |
专题 | 中国科学院数学与系统科学研究院 |
通讯作者 | Liu, Xinge |
作者单位 | 1.Cent S Univ, Sch Math & Stat, Changsha 410083, Hunan, Peoples R China 2.Acad Sinica, Acad Math & Syst Sci, Beijing 100190, Peoples R China |
推荐引用方式 GB/T 7714 | Shu, Yanjun,Liu, Xinge,Liu, Yajuan. Stability and passivity analysis for uncertain discrete-time neural networks with time-varying delay[J]. NEUROCOMPUTING,2016,173:1706-1714. |
APA | Shu, Yanjun,Liu, Xinge,&Liu, Yajuan.(2016).Stability and passivity analysis for uncertain discrete-time neural networks with time-varying delay.NEUROCOMPUTING,173,1706-1714. |
MLA | Shu, Yanjun,et al."Stability and passivity analysis for uncertain discrete-time neural networks with time-varying delay".NEUROCOMPUTING 173(2016):1706-1714. |
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